Hands On Mathematics
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Hands On Mathematics For Deep Learning
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Author : Jay Dawani
language : en
Publisher: Packt Publishing Ltd
Release Date : 2020-06-12
Hands On Mathematics For Deep Learning written by Jay Dawani and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-12 with Computers categories.
A comprehensive guide to getting well-versed with the mathematical techniques for building modern deep learning architectures Key FeaturesUnderstand linear algebra, calculus, gradient algorithms, and other concepts essential for training deep neural networksLearn the mathematical concepts needed to understand how deep learning models functionUse deep learning for solving problems related to vision, image, text, and sequence applicationsBook Description Most programmers and data scientists struggle with mathematics, having either overlooked or forgotten core mathematical concepts. This book uses Python libraries to help you understand the math required to build deep learning (DL) models. You'll begin by learning about core mathematical and modern computational techniques used to design and implement DL algorithms. This book will cover essential topics, such as linear algebra, eigenvalues and eigenvectors, the singular value decomposition concept, and gradient algorithms, to help you understand how to train deep neural networks. Later chapters focus on important neural networks, such as the linear neural network and multilayer perceptrons, with a primary focus on helping you learn how each model works. As you advance, you will delve into the math used for regularization, multi-layered DL, forward propagation, optimization, and backpropagation techniques to understand what it takes to build full-fledged DL models. Finally, you’ll explore CNN, recurrent neural network (RNN), and GAN models and their application. By the end of this book, you'll have built a strong foundation in neural networks and DL mathematical concepts, which will help you to confidently research and build custom models in DL. What you will learnUnderstand the key mathematical concepts for building neural network modelsDiscover core multivariable calculus conceptsImprove the performance of deep learning models using optimization techniquesCover optimization algorithms, from basic stochastic gradient descent (SGD) to the advanced Adam optimizerUnderstand computational graphs and their importance in DLExplore the backpropagation algorithm to reduce output errorCover DL algorithms such as convolutional neural networks (CNNs), sequence models, and generative adversarial networks (GANs)Who this book is for This book is for data scientists, machine learning developers, aspiring deep learning developers, or anyone who wants to understand the foundation of deep learning by learning the math behind it. Working knowledge of the Python programming language and machine learning basics is required.
Hands On Math Projects With Real Life Applications Grades 3 5
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Author : Judith A. Muschla
language : en
Publisher: John Wiley & Sons
Release Date : 2010-12-17
Hands On Math Projects With Real Life Applications Grades 3 5 written by Judith A. Muschla and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-12-17 with Education categories.
Each easy-to-implement project includes background information for the teacher, project goals, math skills needed, a student guide with tips and strategies, and reproducible worksheets. Projects are designed to help students meet the National Council of Teachers of Mathematics Standards and Focal Points, and chapters are organized to show how math relates to language, arts, science, etc.--demonstrating the importance of math in all areas of real life. In Part I, Chapter 1 offers an overview of how to incorporate math projects in the classroom. Chapter 2 provides a variety of classroom management suggestions, as well as teaching tips, and Chapter 3 offers ways teachers may evaluate project work. Each chapter also contains several reproducibles that are designed to help students master the procedural skills necessary for effective collaboration while working on projects. Part II, "The Projects," is divided into six separate sections: Section 1. Math and Science Section 2. Math and Social Studies Section 3. Math and Language Section 4. Math and Art and Music Section 5. Math and Fun and Recreation Section 6. Math and Life Skills
Math Wise Over 100 Hands On Activities That Promote Real Math Understanding Grades K 8
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Author : James L. Overholt
language : en
Publisher: John Wiley & Sons
Release Date : 2010-02-12
Math Wise Over 100 Hands On Activities That Promote Real Math Understanding Grades K 8 written by James L. Overholt and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-02-12 with Education categories.
A fun, easy-to-implement collection of activities that give elementary and middle-school students a real understanding of key math concepts Math is a difficult and abstract subject for many students, yet teachers need to make sure their students comprehend basic math concepts. This engaging activity book is a resource teachers can use to give students concrete understanding of the math behind the questions on most standardized tests, and includes information that will give students a firm grounding to work with more advanced math concepts. Contains over 100 activities that address topics like number sense, geometry, computation, problem solving, and logical thinking. Includes projects and activities that are correlated to National Math Education Standards Activities are presented in order of difficulty and address different learning styles Math Wise! is a key resource for teachers who want to teach their students the fundamentals that drive math problems.
Mastering Math Manipulatives Grades 4 8
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Author : Sara Delano Moore
language : en
Publisher: Corwin Publishers
Release Date : 2021-08-31
Mastering Math Manipulatives Grades 4 8 written by Sara Delano Moore and has been published by Corwin Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-31 with categories.
Put math manipulatives to work in your classroom and make teaching and learning math both meaningful and productive. Mastering Math Manipulatives includes everything you need to integrate math manipulatives--both concrete and virtual--into math learning. Each chapter of this richly illustrated, easy-to-use guide focuses on a different powerful tool, such as base ten blocks, fraction manipulatives, unit squares and cubes, Cuisenaire Rods, Algebra tiles and two-color counters, geometric strips and solids, geoboards, and others, and includes a set of activities that demonstrate the many ways teachers can leverage manipulatives to model and reinforce math concepts for all learners. It features: · Classroom strategies for introducing math manipulatives, including commercial, virtual, and hand-made manipulatives, into formal math instruction. · Step-by-step instructions for over 70 activities that work with any curriculum, including four-color photos, printable work mats, and demonstration videos. · Handy charts that sort activities by manipulative type, math topic, domains aligned with standards, and grade-level appropriateness.
Math Art
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Author : Zachary J. Brewer
language : en
Publisher: Createspace Independent Publishing Platform
Release Date : 2010-07-06
Math Art written by Zachary J. Brewer and has been published by Createspace Independent Publishing Platform this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-07-06 with Art in mathematics education categories.
Math Art is a supplemental, arts-integrated mathematics curriculum. The purpose of Math Art is to help teachers introduce, reinforce, or expand upon the topics their students are required to learn. Furthermore, by blending the subjects of mathematics and art, Math Art is capable of motivating students, decreasing classroom discipline problems, increasing student retention of knowledge, and assisting the instruction of visual learners, kinesthetic learners, and English Language Learners. Each of the book's math activities require students to create an aesthetically-pleasing project that focuses on a fundamental or "broad" mathematical topic (perimeter, volume, symmetry, angles, etc.).
Year 1 Hands On Maths 10 Minutes Of Concrete Manipulatives A Day For Maths Mastery Hands On Maths
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Author : Kerry Dalton
language : en
Publisher: Hands-on maths
Release Date : 2017-09-27
Year 1 Hands On Maths 10 Minutes Of Concrete Manipulatives A Day For Maths Mastery Hands On Maths written by Kerry Dalton and has been published by Hands-on maths this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-09-27 with Mathematics categories.
Use manipulatives 10 minutes a day with these simple at-a-glance activities Just 6 weeks of these activities will give children a richer and deeper mastery of maths by demonstrating abstract ideas and core mathematical concepts in a variety of representations and problem-solving contexts. Use manipulatives 10 minutes a day with these simple at-a-glance activities - Easy to implement activities for all curriculum areas- Filled with photos for easy reference- Uses a variety of everyday objects and common maths resources Part of the Making Mathematics Count research project from the North Star Teaching Alliance, the approach has been fully trialled to success in primary schools across the country
Hands On Mathematics Grade 1
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Author : Jennifer Lawson
language : en
Publisher: Portage & Main Press
Release Date : 2006
Hands On Mathematics Grade 1 written by Jennifer Lawson and has been published by Portage & Main Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Education categories.
This teacher resource offers a detailed introduction to the Hands-On Mathematics program (guiding principles, implementation guidelines, an overview of the processes that grade 1 students use and develop during mathematics inquiry), and a classroom assessment plan complete with record-keeping templates and connections to the Achievement Levels outlined in the Ontario Mathematics Curriculum. The resource also provides strategies and visual resources for developing students' mental math skills. The resource includes: Mental Math Strategies Unit 1: Patterning and Algebra Unit 2: Data Management and Probability Unit 3: Measurement Unit 4: Geometry and Spatial Sense Unit 5: Number Sense and Numeration Each unit is divided into lessons that focus on specific curricular expectations. Each lesson has materials lists, activity descriptions, questioning techniques, problem-solving examples, activity centre and extension ideas, assessment suggestions, activity sheets, and visuals required.
Math Wise Over 100 Hands On Activities That Promote Real Math Understanding Grades K 8
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Author : James L. Overholt
language : en
Publisher: John Wiley & Sons
Release Date : 2010-03-08
Math Wise Over 100 Hands On Activities That Promote Real Math Understanding Grades K 8 written by James L. Overholt and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-03-08 with Education categories.
A fun, easy-to-implement collection of activities that give elementary and middle-school students a real understanding of key math concepts Math is a difficult and abstract subject for many students, yet teachers need to make sure their students comprehend basic math concepts. This engaging activity book is a resource teachers can use to give students concrete understanding of the math behind the questions on most standardized tests, and includes information that will give students a firm grounding to work with more advanced math concepts. Contains over 100 activities that address topics like number sense, geometry, computation, problem solving, and logical thinking. Includes projects and activities that are correlated to National Math Education Standards Activities are presented in order of difficulty and address different learning styles Math Wise! is a key resource for teachers who want to teach their students the fundamentals that drive math problems.
Math Games Lab For Kids
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Author : Rebecca Rapoport
language : en
Publisher: Quarry Books
Release Date : 2017-01-01
Math Games Lab For Kids written by Rebecca Rapoport and has been published by Quarry Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-01-01 with Juvenile Nonfiction categories.
Math is the foundation of all sciences and key to understanding the world around us. Math Games Lab for Kids shares more than 50 hands-on activities that make learning about math fun by drawing and building shapes, solving puzzles, and playing games. Have fun: exploring geometry and topology by making prisms, antiprisms, Platonic solids, and Möbius strips. building logic skills by playing and strategizing through tangrams, toothpick puzzles, and the game of Nim. drawing and charting graphs to learn the language of connections. discovering how to color maps like a mathematician by using the fewest colors possible. creating mind bending fractals with straight lines and repeat shapes. Everything you need to complete the activities can be found in the book or around the house. Learn to think like a mathematician—see how much you'll discover! The popular Lab for Kids series features a growing list of books that share hands-on activities and projects on a wide host of topics, including art, astronomy, clay, geology, energy, and even how to create your own circus—all authored by established experts in their fields. Each lab contains a complete materials list, clear step-by-step photographs of the process, as well as finished samples. The labs can be used as singular projects or as part of a yearlong curriculum of experiential learning. The activities are open-ended, designed to be explored over and over, often with different results. Geared toward being taught or guided by adults, they are enriching for a range of ages and skill levels. Gain firsthand knowledge on your favorite topic with Lab for Kids.
Hands On Mathematics Grade 2
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Author : Jennifer Lawson
language : en
Publisher: Portage & Main Press
Release Date : 2006
Hands On Mathematics Grade 2 written by Jennifer Lawson and has been published by Portage & Main Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Education categories.
This teacher resource offers a detailed introduction to the Hands-On Mathematics program (guiding principles, implementation guidelines, an overview of the processes that grade 2 students use and develop during mathematics inquiry), and a classroom assessment plan complete with record-keeping templates and connections to the Achievement Levels outlined in the Ontario Mathematics Curriculum. It also provides strategies and visual resources for developing students' mental math skills. Each unit is divided into lessons that focus on specific curricular expectations. Each lesson has materials lists, activity descriptions, questioning techniques, problem-solving examples, activity centre and extension ideas, assessment suggestions, activity sheets and visuals.--Portage & Main Press.